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Machine learning-enabled two-port wideband MIMO hybrid rectangular dielectric resonator antenna for n261 5G NR millimeter wave 用于 n261 5G NR 毫米波的支持机器学习的双端口宽带 MIMO 混合矩形介质谐振器天线
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-08 DOI: 10.1002/dac.5898
Jayant Kumar Rai, Pinku Ranjan, Santosh Kumar, Rakesh Chowdhury, Somesh Kumar, Anand Sharma

In this article, a two-port multiple-input multiple-output (MIMO) hybrid rectangular dielectric resonator antenna (DRA) with machine learning (ML) approach for the n261 5G New Radio (NR) application is presented. The proposed antenna is designed on an RT/duroid 5880 (Ɛr = 2.2) substrate activated by 50 Ω, L-shaped microstrip slot feeds beneath both DRAs. The isolation is more than 19 dB, and the gain is 10 dBi in the operating frequency range. The proposed antenna is optimized through knowledge-based neural networks (KBNN), artificial neural networks (ANNs), and ML. The optimal design parameters of the proposed antenna are accomplished using the ML optimization approach, which includes ridge regression, ANNs, and KBNN. KBNN ML techniques provide 96.88% accuracy and correctly predict the S-parameters of the proposed antenna. The MIMO diversity parameters like envelope correlation coefficient (ECC), diversity gain (DG), total active reflection coefficient (TARC), and channel capacity loss (CCL) are calculated and found within the limits. Hence, the proposed antenna is used for 5G NR mm-wave application.

摘要本文介绍了一种采用机器学习(ML)方法的双端口多输入多输出(MIMO)混合矩形介质谐振器天线(DRA),适用于 n261 5G 新无线电(NR)应用。所提出的天线是在 RT/duroid 5880(Ɛr = 2.2)基板上设计的,两个 DRA 下方都有 50 Ω 的 L 形微带槽馈电。在工作频率范围内,隔离度超过 19 dB,增益为 10 dBi。通过基于知识的神经网络(KBNN)、人工神经网络(ANN)和 ML 对拟议的天线进行了优化。拟议天线的最佳设计参数是通过 ML 优化方法实现的,其中包括脊回归、ANN 和 KBNN。KBNN ML 技术可提供 96.88% 的准确率,并能正确预测拟议天线的 S 参数。包络相关系数 (ECC)、分集增益 (DG)、总有源反射系数 (TARC) 和信道容量损耗 (CCL) 等多输入多输出分集参数经过计算后均在限制范围内。因此,所提出的天线可用于 5G NR 毫米波应用。
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引用次数: 0
Fault-tolerant independent gradient forwarding routing for wireless sensor network 无线传感器网络的容错独立梯度转发路由选择
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-08 DOI: 10.1002/dac.5899
Saurabh Singh, Sarvpal Singh, Jay Prakash

For the sensor network, greedy forwarding is thought to be the best energy-efficient routing method. There are two restrictions on greedy forwarding: a minimum local scenario and an intersection problem in which it is unable to locate an existing route. The proposed independent gradient forward (IGF) proves that the Euclidean equation used by greedy forwarding is less capable of dealing with the problems mentioned above. IGF considers each dimension independently to enhance the efficiency of greedy forwarding, sustaining its simplicity. It contributes to strengthening the suggested IGF's ability to manage holes and get around obstructions in the wireless sensor network. We have demonstrated that it travels a shorter potential path and avoids stuck nodes well in advance. It is more energy-efficient since it can predict the void node and never visits a stalled node. We evaluated the suggested IGF's performance against other traditional boundary traversal-based methods on both rare and dense networks. In comparison with other boundary traversal-based algorithms, the simulation results indicate that it generates a 10% smaller route to bypass. The IGF average energy consumption increases slowly, rising by just 7% and 12.5% for dense and rare networks, respectively, with a fivefold increase in void size (from 100 to 500 m).

摘要对于传感器网络来说,贪婪转发被认为是最佳的节能路由选择方法。贪婪转发有两个限制:最小局部情况和无法定位现有路由的交叉问题。所提出的独立梯度转发(IGF)证明,贪婪转发所使用的欧几里得方程处理上述问题的能力较弱。IGF 独立考虑每个维度,提高了贪婪转发的效率,同时保持了其简单性。它有助于加强所建议的 IGF 管理无线传感器网络中的漏洞和绕过障碍物的能力。我们已经证明,它能走更短的潜在路径,并能提前避开卡住的节点。由于它能预测空洞节点,并且从不访问停滞节点,因此能效更高。我们评估了所建议的 IGF 在稀疏和密集网络中与其他基于边界遍历的传统方法相比的性能。仿真结果表明,与其他基于边界遍历的算法相比,IGF 生成的绕行路径少了 10%。IGF 的平均能耗增长缓慢,密集网络和稀疏网络的能耗分别只增加了 7% 和 12.5%,空隙大小增加了五倍(从 100 米到 500 米)。
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引用次数: 0
Optimal interference mitigation with deep learningbased channel access in wireless body area networks 基于深度学习的无线体域网络信道接入优化干扰缓解技术
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-08 DOI: 10.1002/dac.5883
Sakthivel Periyamuthaiah, Sumathy Vembu

Wireless body area networks (WBANs) are essential for medical applications, especially in remote health monitoring, as they transmit crucial and time-sensitive data collected by nodes positioned around or within the body. However, the coexistence of WBANs with wireless channels can degrade performance due to interference. This study introduces OIM-DLCAM, an optimal interference mitigation scheme for WBANs, which utilizes a deep learning-based channel access method. OIM-DLCAM addresses interference through the multiobjective Hungarian optimization (MOHO) algorithm, considering design constraints such as node transmission power, packet delivery ratio, and interference range. Additionally, it employs a deep probabilistic neural network-based channel access method (DPNN-CAM) to effectively mitigate interference by making decisions regarding contention window size, frame length, and buffer size. The proposed OIM-DLCAM scheme ensures fairness between users while enhancing system performance. Simulation results from both static and dynamic sensor node scenarios demonstrate its effectiveness under various conditions, showcasing its potential to improve WBAN performance in medical applications. The simulations reveal that OIM-DLCAM outperforms existing state-of-the-art schemes across various scenarios, with efficiency gains of up to 86.187%, 72.452%, and 47.954% for WBAN node density, mobility, and packet arrival rate, respectively. Moreover, it significantly reduces the average end-to-end delay and packet drop rate while improving throughput and packet delivery ratio compared with existing schemes. Additionally, comparisons with industry standards, such as the IEEE 802.15.4e norm, validate the suitability of OIM-DLCAM for cofounded WBANs.

摘要无线体域网(WBAN)对于医疗应用,尤其是远程健康监测至关重要,因为它们可以传输由设置在人体周围或体内的节点收集的关键且具有时间敏感性的数据。然而,WBAN 与无线信道共存会因干扰而降低性能。本研究介绍了一种适用于无线局域网的最佳干扰缓解方案 OIM-DLCAM,它采用了一种基于深度学习的信道接入方法。OIM-DLCAM 通过多目标匈牙利优化(MOHO)算法解决干扰问题,同时考虑到节点传输功率、数据包交付率和干扰范围等设计约束。此外,它还采用了基于深度概率神经网络的信道接入方法(DPNN-CAM),通过对争用窗口大小、帧长度和缓冲区大小进行决策,有效地缓解了干扰。所提出的 OIM-DLCAM 方案可确保用户之间的公平性,同时提高系统性能。来自静态和动态传感器节点场景的仿真结果证明了该方案在各种条件下的有效性,展示了它在提高医疗应用中 WBAN 性能方面的潜力。仿真结果表明,OIM-DLCAM 在各种场景下都优于现有的最先进方案,在 WBAN 节点密度、移动性和数据包到达率方面的效率分别提高了 86.187%、72.452% 和 47.954%。此外,与现有方案相比,它大大降低了平均端到端延迟和数据包丢包率,同时提高了吞吐量和数据包传送率。此外,与行业标准(如 IEEE 802.15.4e 规范)的比较也验证了 OIM-DLCAM 适用于共同建立的 WBAN。
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引用次数: 0
Development and analysis of small Multi Input Multi Output antenna with better isolation for Frequency Range-2 5th Generation band applications 开发和分析隔离性能更佳的小型多输入多输出天线,用于频率范围-2 的第五代频段应用
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-08 DOI: 10.1002/dac.5897
Tej Raj, Ranjan Mishra, Ankush Kapoor, Sunandan Bhunia, Surajit Kundu

A simple planar wideband four-port MIMO antenna of size 2.75𝜆l × 2.75𝜆l × 0.04𝜆l (𝜆l is the wavelength when fl is 24.26 GHz) with high isolation that offers the 24.26 to 30.2 GHz bandwidth covering the 5G FR-2 spectrums is proposed in this work. Total fractional bandwidth of 21.8% has been achieved that covers the n257 (26.5 to 29.5 GHz), n258 (24.25 to 27.5 GHz), and n261 (27.5 to 28.35 GHz) 5G spectrums. Popular rectangular radiator-based 4-port MIMO antenna with symmetric stubs loaded parallel to feed line and tapered semi-circular cut in the lower corners of patch is incorporated that exhibits an excellent isolation that is below −27 dB through the entire spectrum and the extreme realized separation is −40 dB. The projected MIMO radiator is premeditated on RT/duroid 5880 of 0.508 mm depth and permittivity (εr) of 2.2. The maximum radiation efficiency and gain of the proposed antenna are 93.07% and 6.48 dBi, respectively. The MIMO antenna parameters such as envelope correlation coefficient (ECC) were achieved lesser than 0.003, diversity gain (DG) was achieved around 10 dB, channel capacity loss (CCL) was achieved lower than 0.15 bits/s/Hz, and mean effective gain (MEG) was achieved between −3.6 dB and −3 dB throughout the impedance band, which exhibit the excellent MIMO properties, and thus, the projected antenna is appropriate for 5G/beyond 5G wireless technologies.

摘要 本研究提出了一种尺寸为 2.75𝜆l × 2.75𝜆l × 0.04𝜆l(𝜆l 是 fl 为 24.26 GHz 时的波长)、具有高隔离度的简单平面宽带四端口 MIMO 天线,可提供覆盖 5G FR-2 频谱的 24.26 至 30.2 GHz 带宽。总分数带宽达到 21.8%,覆盖 n257(26.5 至 29.5 GHz)、n258(24.25 至 27.5 GHz)和 n261(27.5 至 28.35 GHz)5G 频谱。该天线采用流行的基于矩形辐射器的 4 端口 MIMO 天线,具有与馈电线平行的对称存根,贴片下角有锥形半圆切口,在整个频谱中显示出低于 -27 dB 的出色隔离度,实现的极限分离度为 -40 dB。预计的多输入多输出辐射器预设在深度为 0.508 毫米、介电常数 (εr) 为 2.2 的 RT/duroid 5880 上。该天线的最大辐射效率和增益分别为 93.07% 和 6.48 dBi。包络相关系数(ECC)小于 0.003,分集增益(DG)约为 10 dB,信道容量损耗(CCL)小于 0.15 bits/s/Hz,平均有效增益(MEG)在整个阻抗带介于 -3.6 dB 和 -3 dB 之间,这些多输入多输出(MIMO)参数表现出优异的多输入多输出(MIMO)特性,因此,该天线适用于 5G/beyond 5G 无线技术。
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引用次数: 0
Ultra-miniaturized and angularly stable symmetric polarization insensitive frequency selective surface for electromagnetic shielding 用于电磁屏蔽的超微型、角度稳定的对称极化不敏感频率选择表面
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-05 DOI: 10.1002/dac.5900
Kalyan Mondal, Biplab Bag, Lakhindar Murmu

This research work presents a miniaturized enhanced angular and polarization stability frequency selective surface (FSS) structure at 660 MHz for electromagnetic (EM) shielding of 4G LTE networks. The vias and spiral-shaped subunit cells are combined to extend the electrical path length corresponding to the lower resonant frequency. The symmetric structure is considered to improve polarization and angular stability. Two symmetric metallic layers are etched on both sides of the FR4 substrate with thickness h=1.6mm and relative permittivity εr=4.4. Four steps are adopted to improve miniaturization and stability (angular and polarization). The dimension of the unit cell is 0.016λ02. The figure of merit is also improved to λ0P=59.49, where λ0 is the largest free space wavelength and P is the periodicity of the proposed structure. The proposed band-stop FSS is more angularly stable as a figure of merit for various incidence angles under transverse electric (TE) and transverse magnetic (TM) polarizations. Simulation and measurement have been done to confirm the polarization insensitivity and maximum angular stability of 80°.

摘要这项研究工作提出了一种 660 MHz 的小型化增强型角度和偏振稳定性频率选择表面 (FSS) 结构,用于 4G LTE 网络的电磁屏蔽。通孔和螺旋形子单元相结合,延长了与较低谐振频率相对应的电路径长度。对称结构可提高极化和角度稳定性。在 FR4 基板的两侧蚀刻了两层对称的金属层,其厚度和相对介电常数均为 0.1。采用四个步骤来提高微型化和稳定性(角度和偏振)。单元尺寸为 .优点系数也提高到 ,其中 ,为最大的自由空间波长,P 为拟议结构的周期性。在横向电(TE)和横向磁(TM)极化条件下,所提出的带阻带 FSS 在不同入射角的优越性更加稳定。仿真和测量证实了极化不敏感性和 80° 的最大角度稳定性。
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引用次数: 0
A novel method of reliable data transmission for Internet of Vehicles based on crowd sensing strategy 基于人群感知策略的新型车联网可靠数据传输方法
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-05 DOI: 10.1002/dac.5891
Ting Zhang, Degan Zhang, Ping Zhang, Jie Zhang, Shuhua Tian

The Internet of Vehicles (IoV) is a hot research topic in intelligent transportation, and the research on new methods of intelligent data transmission is one of the key contents. Aiming at the application scenario of urban air quality monitoring data collection and transmission based on IoV, a new reliable data transmission method (Vehicular Grouping-Communicated Data [VGCD]) based on crowd sensing strategy is proposed. This method is designed to utilize the intelligent perception and collaborative monitoring of vehicle to collect data, avoiding redundancy and overload of information; a reliable data transmission minimum delay hybrid routing method is proposed in the data transmission part, which combines encoding mechanism with routing design, integrates routing switching ideas, predicts vehicle adaptive connectivity based on fuzzy logic, and makes probability based routing decisions to minimize delay, achieving reliable and efficient data collection and transmission. The proposed new method has important theoretical significance and practical value for various applications such as dynamic remote perception monitoring based on the IoV in intelligent transportation.

摘要车联网(IoV)是智能交通领域的研究热点,而智能数据传输新方法的研究是其中的重点内容之一。针对基于车联网的城市空气质量监测数据采集与传输应用场景,提出了一种基于人群感知策略的新型可靠数据传输方法(Vehicular Grouping-Communicated Data [VGCD])。该方法旨在利用车辆的智能感知和协同监测采集数据,避免信息冗余和信息过载;在数据传输部分提出了一种可靠数据传输最小时延混合路由方法,将编码机制与路由设计相结合,融合路由切换思想,基于模糊逻辑预测车辆自适应连通性,并基于概率进行路由决策以最小化时延,实现可靠高效的数据采集和传输。所提出的新方法对智能交通中基于物联网的动态远程感知监控等多种应用具有重要的理论意义和实用价值。
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引用次数: 0
Design and performance analysis of L-slotted MIMO antenna with improved isolation using defected ground structure for S-band satellite application 针对 S 波段卫星应用的 L 槽 MIMO 天线设计与性能分析(利用缺陷地面结构提高隔离度
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-05 DOI: 10.1002/dac.5901
E. Suganya, T. Prabhu, Satheeshkumar Palanisamy, Ayodeji Olalekan Salau

The increasing prevalence of MIMO technology in wireless communication networks is attributed to its ability to augment system capacity and dependability. Consequently, there is a notable enthusiasm for the advancement and implementation of S-band applications. Nevertheless, the mutual coupling between numerous antennas presents a crucial obstacle to MIMO system performance. This paper presents a novel technique that utilizes a defective ground structure with parasitic components to increase antenna isolation and gain. Additionally, an L-shaped slot is incorporated into the patch element to enhance the antennas impedance bandwidth. Antennas are intentionally placed in a perpendicular arrangement to minimize the impact of the coupling effects. The antenna exhibits an impedance bandwidth in the frequency range of 2.62–2.79 GHz. Furthermore, the utilization of a four-element MIMO antenna setup with a defective ground structure yields outstanding isolation properties, with values notably lower than −25 dB. To achieve an optimal MIMO performance, we assessed various diversity parameters, including diversity gain, channel capacity loss, total active reflection coefficient, and envelope correlation coefficient. The parameter values were within acceptable limits (ECC < 0.04, DG = 10 dB, TARC < 0 dB, and CCL < 0.1 bits/s/Hz). This research paper therefore offers essential insights into the design and optimization of MIMO antennas specifically for 2.7 GHz applications.

摘要多输入多输出(MIMO)技术在无线通信网络中的应用越来越普遍,这是因为它能够提高系统容量和可靠性。因此,人们对 S 波段应用的推进和实施有着显著的热情。然而,众多天线之间的相互耦合是影响多输入多输出系统性能的关键障碍。本文提出了一种新技术,利用带有寄生元件的缺陷接地结构来提高天线隔离度和增益。此外,还在贴片元件中加入了一个 L 形槽,以增强天线的阻抗带宽。天线有意采用垂直布置,以尽量减少耦合效应的影响。该天线的阻抗带宽在 2.62-2.79 千兆赫的频率范围内。此外,利用带有缺陷接地结构的四元件多输入多输出天线设置,可获得出色的隔离性能,其值明显低于-25 dB。为了实现最佳的多输入多输出性能,我们评估了各种分集参数,包括分集增益、信道容量损失、总有源反射系数和包络相关系数。这些参数值都在可接受的范围内(ECC < 0.04、DG = 10 dB、TARC < 0 dB 和 CCL < 0.1 bits/s/Hz)。因此,这篇研究论文为设计和优化专门用于 2.7 GHz 应用的多输入多输出天线提供了重要见解。
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引用次数: 0
Efficient multicast forwarding in low power and lossy networks under RPL non-storing mode RPL 非存储模式下低功耗和有损网络中的高效组播转发
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-04 DOI: 10.1002/dac.5884
Jayakumar Jaisooraj, Sankaran Divakaran Madhu Kumar

The Internet of Things (IoT) continues to find novel applications across various domains. These applications require the support of efficient communication protocols in the Low Power and Lossy Networks (LLNs). The development of efficient multicast protocols is one such area that requires critical research attention. Efficient multicast protocols are especially important in the non-storing mode of IPv6 Routing Protocol for LLNs (RPL), considering its applicability in real-world IoT applications. However, the development of non-storing RPL multicast protocols needs to handle the intricacies associated with source routing. Addressing these issues, this paper presents a novel multicast protocol named Multicast Forwarding in LLNs under Non-storing mode (MFLN). MFLN uses Bloom Filters to minimize the overhead that comes with source routing. While retaining the best features of multicast protocols operating in the storing mode of RPL such as bidirectional traffic and cross-layer optimization with ContikiMAC, MFLN also includes a novel metric named Mode Selection Metric (MSM) to decide the suitable link-layer forwarding method. MSM makes this decision based on the ability of a node, in terms of its residual energy, to perform multiple link-layer unicasts. Thus, MFLN saves the node battery from running out and at the same time reduces the duplicate packets created due to link-layer broadcasts. The simulations conducted using Contiki-COOJA indicate considerable improvements in terms of packet delivery ratio, energy consumption per delivered packet, packet transmissions, end-to-end delay, and normalized routing overhead for the proposed protocol.

摘要物联网(IoT)不断在各个领域发现新的应用。这些应用需要低功耗、低损耗网络(LLN)中高效通信协议的支持。高效组播协议的开发就是其中一个需要重点研究的领域。考虑到 IPv6 Routing Protocol for LLNs(RPL)在实际物联网应用中的适用性,高效组播协议在 IPv6 路由协议的非存储模式中尤为重要。然而,非存储 RPL 组播协议的开发需要处理与源路由相关的复杂问题。为解决这些问题,本文提出了一种名为 "非存储模式下 LLN 中的组播转发(MFLN)"的新型组播协议。MFLN 使用 Bloom 过滤器来最大限度地减少源路由带来的开销。MFLN 保留了在 RPL 存储模式下运行的组播协议的最佳功能,如双向通信和 ContikiMAC 的跨层优化,同时还包括一种名为 "模式选择度量(MSM)"的新型度量,用于决定合适的链路层转发方法。MSM 根据节点的剩余能量决定节点是否有能力执行多个链路层单播。因此,MFLN 可防止节点电池耗尽,同时减少因链路层广播而产生的重复数据包。使用 Contiki-COOJA 进行的仿真表明,该协议在数据包传送率、每个传送数据包的能耗、数据包传输、端到端延迟和归一化路由开销方面都有显著改善。
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引用次数: 0
Optimizing energy harvesting with diversity in cooperative simultaneous wireless information and power transfer systems 在合作式同步无线信息和电力传输系统中利用分集优化能量采集
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-04 DOI: 10.1002/dac.5890
Shweta Singh, Rahul Kumar, S. Priya, Mridusmita Roy Choudhury, Vinayakumar Ravi, H. L. Gururaj

Radio frequency (RF) energy harvesting (EH) for wireless networks provides a green and sustainable solution and offers an energy-efficient system. It is most crucial for fulfilling the power requirement of the rising number of low-powered wireless devices and achieving sustainable development goals (SDG). It ensures the longevity of devices in the network even at inaccessible remote locations. Such RF-EH-based mechanisms are utilized in simultaneous wireless information and power transfer (SWIPT) systems. Most of the prevailing studies have analyzed the SWIPT system over conventional fading channels. However, due to the higher rate requirements, the current paradigm shift in frequency usage shifts towards the GHz band, which also offers better EH efficiency. Hence, SWIPT system analysis over the channel that is suitable for mm-wave signal propagation is dealt with in this study. This study evaluates SWIPT performance over fluctuating two-ray (FTR) fading channel that is crucial since it provides the best fit for characterizing GHz signal and also provides a generalized framework for most of the conventional fading channels. This study presents new analytical results assuming time switch relaying (TSR) protocol with (i) amplify and forward (AF) and (ii) decode and forward (DF) relaying. The results are also analyzed for H branches maximal ratio combining (MRC) diversity technique and evaluated the diversity gain for both AF and DF relays. The effectiveness of the system is measured in terms of system outage probability (SOP) to envisage the reliability of SWIPT based system. This work presents the simulation and modeling of such system and its obtained results are validated by Monte Carlo simulations for their accuracy.

摘要用于无线网络的射频(RF)能量采集(EH)技术提供了一种绿色、可持续的解决方案和高能效系统。它对于满足日益增多的低功率无线设备的电力需求和实现可持续发展目标(SDG)至关重要。它能确保网络中设备的使用寿命,即使是在无法到达的偏远地区。这种基于射频-超高频的机制可用于同步无线信息和功率传输(SWIPT)系统。大多数研究都分析了传统衰减信道上的 SWIPT 系统。然而,由于更高的速率要求,目前的频率使用范式转向了 GHz 频段,这也提供了更好的 EH 效率。因此,本研究将对适用于毫米波信号传播的信道进行 SWIPT 系统分析。本研究评估了 SWIPT 在波动双射线(FTR)衰减信道上的性能,这一点至关重要,因为它最适合表征 GHz 信号,同时也为大多数传统衰减信道提供了通用框架。本研究提出了新的分析结果,假设时间开关中继(TSR)协议具有(i) 放大和转发(AF)和(ii) 解码和转发(DF)中继。结果还分析了 H 分支最大比率组合(MRC)分集技术,并评估了 AF 和 DF 中继的分集增益。以系统中断概率(SOP)来衡量系统的有效性,以设想基于 SWIPT 的系统的可靠性。本作品介绍了此类系统的仿真和建模,并通过蒙特卡罗仿真验证了所得结果的准确性。
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引用次数: 0
An effective metaheuristic based optimized type-II fuzzy inference system for fault node identification in wireless sensor network 基于元搜索的有效优化 II 型模糊推理系统,用于识别无线传感器网络中的故障节点
IF 1.7 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-04 DOI: 10.1002/dac.5885
Sujay Chakraborty, Ajay Singh Raghuvanshi

Deploying a wireless sensor network (WSN) for accessing the network of distant environments is more crucial. Node defect detection is a core technology of WSN and is essential for most WSN networks. The defective node reduces the overall service quality (OSQ) of the global WSN network system. Therefore, a type II fuzzy inference system (T2_FIS) is proposed for detecting defective nodes in the WSN network. The adaptive genetic algorithm (AGA) and proposed method are introduced for tuning the parameters in the T2_FIS system. The proposed T2_FIS method effectively detects the broken node in the WSN network using the fuzzy rules. In addition, the improved Mud Ring (IMR) optimization algorithm is proposed to replace the faulty node with the neighborhood node in the network. The defective nodes are identified and replaced with the closest nodes based on the membership function (MF) generated by the T2_FIS. Furthermore, the lifetime and throughput of the WSN network are increased by minimizing energy consumption. The overall performance is evaluated using the MATLAB tool, and the implementation results are compared with the existing methods. The total energy consumption for the proposed method is 50.451, with a throughput and lifetime of 153.657 and 22979.25. Furthermore, the performance metrics for the existing and proposed strategies are analyzed, and the accuracy of the proposed method is proven to be 99.3827%, the false alarm rate (FAR) is 0.0008, and the false positive rate (FPR) is 0.0617. The results show the effectiveness and performance of the proposed method.

摘要部署无线传感器网络(WSN)以接入远距离环境的网络更为重要。节点缺陷检测是 WSN 的一项核心技术,对于大多数 WSN 网络来说都是必不可少的。缺陷节点会降低全球 WSN 网络系统的整体服务质量(OSQ)。因此,本文提出了一种用于检测 WSN 网络中缺陷节点的 II 型模糊推理系统(T2_FIS)。在 T2_FIS 系统中引入了自适应遗传算法(AGA)和建议的参数调整方法。所提出的 T2_FIS 方法利用模糊规则有效地检测了 WSN 网络中的故障节点。此外,还提出了改进的泥环(IMR)优化算法,用网络中的邻近节点替换故障节点。根据 T2_FIS 生成的成员函数 (MF),识别出故障节点并用最近的节点替换。此外,通过最大限度地降低能耗,还能提高 WSN 网络的寿命和吞吐量。使用 MATLAB 工具对整体性能进行了评估,并将实施结果与现有方法进行了比较。建议方法的总能耗为 50.451,吞吐量和寿命分别为 153.657 和 22979.25。此外,还分析了现有策略和拟议策略的性能指标,证明拟议方法的准确率为 99.3827%,误报率(FAR)为 0.0008,误报率(FPR)为 0.0617。结果表明了所提方法的有效性和性能。
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引用次数: 0
期刊
International Journal of Communication Systems
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